{"id":"W4404754475","doi":"10.1007/978-3-031-67878-3_48","title":"Brachytherapy","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Brachytherapy; Medicine; Medical physics; Radiology; Radiation therapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001856722,0.0008172826,0.0005178291,0.0009216096,0.0008732445,0.001434618,0.0006992042,0.0009345071,0.1428697],"category_scores_gemma":[0.0003639884,0.0004155732,0.0004125902,0.0008292648,0.0005884444,0.0009658221,0.0009901149,0.00169181,0.06702284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007417062,"about_ca_system_score_gemma":0.0006477537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001975255,"about_ca_topic_score_gemma":0.006842196,"domain_scores_codex":[0.9998786,0.00001432775,0.00000334882,0.00002413944,0.00006800771,0.00001144433],"domain_scores_gemma":[0.9999306,0.00002329936,0.000004469443,0.00001289616,0.00001906621,0.000009711433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004211446,0.00004645672,0.00009582057,0.0003711668,0.000008611597,0.0002239485,0.0002430786,0.0009673336,0.005050015,0.05992808,0.4654567,0.4675667],"study_design_scores_gemma":[0.000001922984,0.00001001911,0.0001288183,0.00006397193,0.000003065596,0.0004959143,0.00001970172,0.0001313737,0.0005671622,0.003857698,0.9947156,0.000004840683],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004352054,0.01399464,0.009984445,0.0007252002,0.001236621,0.0000483302,0.0002385186,0.0004427238,0.9728943],"genre_scores_gemma":[0.001532917,0.004564051,0.001775276,0.0003350736,0.0001308167,0.00001926548,0.00009120539,0.0001163519,0.9914351],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1428697,"threshold_uncertainty_score":0.4779466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02560313037135028,"score_gpt":0.2833812731107441,"score_spread":0.2577781427393939,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}